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Record W2998849719 · doi:10.1038/s41393-019-0410-1

Translating the international scientific spinal cord injury exercise guidelines into community and clinical practice guidelines: a Canadian evidence-informed resource

2020· article· en· W2998849719 on OpenAlexafffundabout
Femke Hoekstra, Christopher B. McBride, Jaimie Borisoff, Mary-Jo Fetterly, Spero Ginis, Amy E. Latimer‐Cheung, K. Jasmin, Jocelyn Maffin, Lorne Mah, Christopher R. West, Rhonda Willms, Kathleen A. Martin Ginis

Bibliographic record

VenueSpinal Cord · 2020
Typearticle
Languageen
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsInterior HealthResearch CanadaBritish Columbia Institute of TechnologyUniversity of British ColumbiaInternational Collaboration On Repair DiscoveriesQueen's UniversitySpinal Cord Injury BCUniversity of British Columbia, Okanagan Campus
FundersSocial Sciences and Humanities Research Council of CanadaRick Hansen Institute
KeywordsResource (disambiguation)MedicineKnowledge translationGuidelineMedical educationScientific evidenceEvidence-based practiceSpinal cord injurySystematic reviewScientific literatureMEDLINEAlternative medicineKnowledge managementComputer science

Abstract

fetched live from OpenAlex

STUDY DESIGN: Knowledge translation (KT) study. OBJECTIVES: To demonstrate how to use systematic, community-engaged methods to (1) translate the international scientific spinal cord injury (SCI) exercise guidelines into community and clinical practice guidelines, and (2) develop supporting resources. SETTING: Canada. METHODS: An expert panel of SCI researchers and stakeholders translated the guidelines and developed a supporting resource, using a KT process guided by an adapted version of the Appraisal of Guidelines, Research and Evaluation (AGREE) II Instrument. Pilot tests with end-users were conducted throughout. RESULTS: The panel recommended (1) the two scientific exercise guidelines be combined and presented in a single message titled "The Canadian SCI physical activity guidelines"; (2) development of an online supporting resource, with educational and motivational information presented in "layers" to address the needs and preferences of diverse end-users. The top layer presents and explains the Canadian SCI physical activity guidelines. The deeper layers include information on benefits, overcoming barriers, activity examples, safety tips, and links to existing resources. Interviews with adults with SCI (n = 8) and survey-data from end-users (n = 90) showed that the guidelines and supporting resource were perceived as clear, useful, and appropriate. CONCLUSION: Using community-engaged methods, the two scientific SCI exercise guidelines were combined into one single physical activity guideline message. This KT process provides a template for groups in other countries to translate the scientific SCI exercise guidelines to their local settings using a similar systematic, community-engaged approach. SPONSORSHIP: Rick Hansen Institute; Social Sciences and Humanities Research Council of Canada.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.007
metaresearch head score (Gemma)0.056
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.824
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.056
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.453
GPT teacher head0.565
Teacher spread0.113 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations33
Published2020
Admission routes3
Has abstractyes

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